Nocturne v1.2 teacher — first in the family to beat v1 (core calibrated macro-F1 0.1511 vs 0.1488, mAP 0.1541 vs 0.1498). Multi-hot targets + val-mAP selection; epoch 18/40.
4ad0db1 verified | SHIP_IF: | |
| anuran_map_must_exceed: v1_teacher | |
| fallback_if_not_shippable: keep_v1_as_canonical | |
| harness: soundscape/benchmark.py | |
| macro_f1_min: 0.149 | |
| map_min: 0.15 | |
| split: core_test_calibrated | |
| anuraset: | |
| min_overlap: 0.5 | |
| root: /home/chadchoquette/nocturne/datasets/anuraset | |
| species_csv: /home/chadchoquette/nocturne/datasets/anuraset/species.csv | |
| strong_labels_dir: /home/chadchoquette/nocturne/datasets/anuraset/strong_labels | |
| strong_labels_only: true | |
| val_sites: | |
| - INCT41 | |
| batch_size: 32 | |
| dropout: 0.35 | |
| epochs: 40 | |
| focal_gamma: 2.0 | |
| hf_repo: stratus-labs/nocturne-v1.2d-teacher | |
| inat: | |
| json: | |
| test: /home/chadchoquette/datasets/inatsounds/test.json | |
| train: /home/chadchoquette/datasets/inatsounds/train.json | |
| val: /home/chadchoquette/datasets/inatsounds/val.json | |
| root: /home/chadchoquette/datasets/inatsounds | |
| insectset459: | |
| annotation_csv: /home/chadchoquette/datasets/insectset459/InsectSet459_Train_Val_Test_Annotation.csv | |
| root: /home/chadchoquette/datasets/insectset459 | |
| log_every: 20 | |
| lr: | |
| backbone: 0.00015 | |
| head: 0.003 | |
| mixup_alpha: 0.3 | |
| multihot_targets: true | |
| num_workers: 6 | |
| output_dir: /home/chadchoquette/train-sparks/runs | |
| run_name: nocturne_v1_2d_teacher | |
| sampler: | |
| power: 0.5 | |
| select_metric: map | |
| warmup_head_epochs: 3 | |
| weight_decay: 0.01 | |